Analiza pročišćenih podataka - utjecaji u modelu
Opisna statistika podataka za izračun UV

Variable N Mean Std Dev Minimum Maximum
region
herd
parity
calvdiff
stillb
weight
source
sex
birth_dt
birth_dt_dam
ycalv
mcalv
age_c
parity2
calvdiff1
calvdiff2
age_c2
stillb1
stillb2
sex1
age_x
parity_c
n_hycalv
ycalv2
varObsCE
varExpCE
varObsSB
varExpSB
meanObsCE
meanObsSB
calvdiffs
calvdiff1s
calvdiff2s
stillbs
stillb1s
stillb2s
n_hycalv1
perma
perm2a
sexa
sexpa
sexpaga
calvsa
regya
herda
herdya
idanima
idsirea
iddama
y3103
y3104
y3105
y3106
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749872
749190
738146
749872
749872
749872
749872
7.404
-1372738.769
3.305
1.733
1.017
39.869
1.406
1.555
18340.164
16570.288
2009.714
6.545
58.029
1.767
76.328
24.405
56.926
76.158
23.858
1.129
51.704
3.274
93.814
2003.784
0.195
0.187
0.016
0.015
1.733
1.017
1.733
76.329
24.405
1.017
76.158
23.859
93.610
151193.167
205973.158
1.555
2.878
106.932
194.093
115.661
10882.996
55599.157
556825.429
143485.414
434150.266
1.733
1.733
1.017
1.017
4.832
4623658.501
2.116
0.469
0.128
9.895
0.491
0.497
2604.378
2695.021
7.132
3.445
28.704
0.423
41.118
41.133
26.179
41.425
41.433
0.335
26.637
2.034
516.344
0.412
0.064
0.000
0.006
0.000
0.159
0.007
0.461
41.117
41.133
0.123
41.426
41.432
515.839
88780.124
120607.537
0.497
1.081
83.387
85.563
73.182
5687.172
31997.631
266929.258
218070.496
290355.334
0.469
0.469
0.128
0.128
1.000
-99100229.00
1.000
1.000
1.000
0.000
1.000
1.000
12452.000
7716.000
1995.000
1.000
18.000
1.000
1.000
1.000
18.000
1.000
1.000
1.000
0.000
1.000
3.000
2003.000
0.045
0.187
0.003
0.015
1.225
1.003
-0.023
-0.023
-0.023
0.996
0.996
0.996
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
57218.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
225756.000
10.000
4.000
2.000
100.000
2.000
2.000
23054.000
22404.000
2023.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
132.000
8.000
4661.000
2004.000
0.262
0.187
0.038
0.015
2.030
1.040
6.070
99.000
99.000
3.133
99.000
99.000
4659.000
306478.000
419625.000
2.000
4.000
260.000
349.000
325.000
21890.000
111646.000
1001267.000
1002105.000
1001488.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 2301



Analiza pročišćenih podataka - utjecaji u modelu
Opisna statistika nepročišćenih ulaznih podataka

Variable N Mean Std Dev Minimum Maximum
region
herd
parity
calvdiff
stillb
weight
source
1503582
1503667
1503683
1503556
1503556
1503556
1503683
7.276
-1393086.712
3.461
1.491
1.029
33.970
1.430
4.958
4527472.219
2.346
0.729
0.221
16.522
0.495
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
225934.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 2301



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 206832 13.76 0.00 6.00 0.67
2 54857 3.65 0.00 6.00 0.79
3 125249 8.33 0.00 6.00 0.78
4 59936 3.99 0.00 6.00 0.85
5 52052 3.46 0.00 9.00 0.61
6 284305 18.91 0.00 6.00 0.60
7 278359 18.51 0.00 6.00 0.77
8 1394 0.09 0.00 3.00 0.85
9 22896 1.52 0.00 4.00 0.62
10 53638 3.57 0.00 6.00 0.74
11 49468 3.29 0.00 6.00 0.61
12 68714 4.57 0.00 6.00 0.68
13 2364 0.16 0.00 3.00 0.73
14 102221 6.80 0.00 8.00 0.66
15 1780 0.12 0.00 4.00 0.65
16 78184 5.20 0.00 6.00 0.77
17 2541 0.17 0.00 3.00 0.81
18 5757 0.38 0.00 6.00 0.76
19 228 0.02 0.00 3.00 0.56
20 39918 2.66 0.00 4.00 0.76
22 12751 0.85 0.00 6.00 0.74

cattle - sim - ce - 2301



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 116733 15.57 1.00 4.00 0.43
3 55061 7.34 1.00 4.00 0.51
5 17546 2.34 1.00 4.00 0.37
6 191475 25.53 1.00 4.00 0.42
7 163022 21.74 1.00 4.00 0.46
10 28891 3.85 1.00 4.00 0.47
11 22299 2.97 1.00 4.00 0.51
12 35114 4.68 1.00 4.00 0.49
14 47125 6.28 1.00 4.00 0.51
16 43843 5.85 1.00 4.00 0.48
18 6275 0.84 1.00 4.00 0.43
20 15908 2.12 1.00 4.00 0.50
22 6580 0.88 1.00 4.00 0.32

cattle - sim - ce - 2301



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4210 19.23
4 1177 5.38
5-10 4578 20.91
11-20 3797 17.35
21-30 2021 9.23
31-40 1377 6.29
41-50 995 4.55
51-100 2110 9.64
101-150 812 3.71
151-200 350 1.60
201-250 195 0.89
> 250 268 1.22
Sum 21890 100.00

cattle - sim - ce - 2301



The SGPlot Procedure



Herd effect
Descriptive statistics by year of testing for milk traits

Year of test calvdiff1 calvdiff2 stillb1 stillb2
N Min Max N Min Max N Min Max N Min Max
1995 3,821 1.00 99.00 3,821 1.00 99.00 3,821 1.00 99.00 3,821 1.00 99.00
1996 10,668 1.00 99.00 10,668 1.00 99.00 10,668 1.00 99.00 10,668 1.00 99.00
1997 15,021 1.00 99.00 15,021 1.00 99.00 15,021 1.00 99.00 15,021 1.00 99.00
1998 18,651 1.00 99.00 18,651 1.00 99.00 18,651 1.00 99.00 18,651 1.00 99.00
1999 20,048 1.00 99.00 20,048 1.00 99.00 20,048 1.00 99.00 20,048 1.00 99.00
2000 19,044 1.00 99.00 19,044 1.00 99.00 19,044 1.00 99.00 19,044 1.00 99.00
2001 22,295 1.00 99.00 22,295 1.00 99.00 22,295 1.00 99.00 22,295 1.00 99.00
2002 25,834 1.00 99.00 25,834 1.00 99.00 25,834 1.00 99.00 25,834 1.00 99.00
2003 26,771 1.00 99.00 26,771 1.00 99.00 26,771 1.00 99.00 26,771 1.00 99.00
2004 30,843 1.00 99.00 30,843 1.00 99.00 30,843 1.00 99.00 30,843 1.00 99.00
2005 35,737 1.00 99.00 35,737 1.00 99.00 35,737 1.00 99.00 35,737 1.00 99.00
2006 38,113 1.00 99.00 38,113 1.00 99.00 38,113 1.00 99.00 38,113 1.00 99.00
2007 40,616 1.00 99.00 40,616 1.00 99.00 40,616 1.00 99.00 40,616 1.00 99.00
2008 40,950 1.00 99.00 40,950 1.00 99.00 40,950 1.00 99.00 40,950 1.00 99.00
2009 39,209 1.00 99.00 39,209 1.00 99.00 39,209 1.00 99.00 39,209 1.00 99.00
2010 36,992 1.00 99.00 36,992 1.00 99.00 36,992 1.00 99.00 36,992 1.00 99.00
2011 18,943 1.00 99.00 18,943 1.00 99.00 18,943 1.00 99.00 18,943 1.00 99.00
2012 1,612 1.00 99.00 1,612 1.00 99.00 1,612 1.00 99.00 1,612 1.00 99.00
2013 37,536 1.00 99.00 37,536 1.00 99.00 37,536 1.00 99.00 37,536 1.00 99.00
2014 37,288 1.00 99.00 37,288 1.00 99.00 37,288 1.00 99.00 37,288 1.00 99.00
2015 35,072 1.00 99.00 35,072 1.00 99.00 35,072 1.00 99.00 35,072 1.00 99.00
2016 32,760 1.00 99.00 32,760 1.00 99.00 32,760 1.00 99.00 32,760 1.00 99.00
2017 30,008 1.00 99.00 30,008 1.00 99.00 30,008 1.00 99.00 30,008 1.00 99.00
2018 28,659 1.00 99.00 28,659 1.00 99.00 28,659 1.00 99.00 28,659 1.00 99.00
2019 27,754 1.00 99.00 27,754 1.00 99.00 27,754 1.00 99.00 27,754 1.00 99.00
2020 25,981 1.00 99.00 25,981 1.00 99.00 25,981 1.00 99.00 25,981 1.00 99.00
2021 25,817 1.00 99.00 25,817 1.00 99.00 25,817 1.00 99.00 25,817 1.00 99.00
2022 22,751 1.00 99.00 22,751 1.00 99.00 22,751 1.00 99.00 22,751 1.00 99.00
2023 1,078 1.00 99.00 1,078 1.00 99.00 1,078 1.00 99.00 1,078 1.00 99.00
Sum 749,872 1.00 99.00 749,872 1.00 99.00 749,872 1.00 99.00 749,872 1.00 99.00

cattle - sim - ce - 2301